{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import mlfinlab\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on package mlfinlab:\n",
      "\n",
      "NAME\n",
      "    mlfinlab - Package based on the text book: Advances in Financial Machine Learning, by Marcos Lopez de Prado\n",
      "\n",
      "PACKAGE CONTENTS\n",
      "    data_structures (package)\n",
      "    features (package)\n",
      "    filters (package)\n",
      "    labeling (package)\n",
      "    multi_product (package)\n",
      "    sample_weights (package)\n",
      "    sampling (package)\n",
      "    tests (package)\n",
      "    util (package)\n",
      "\n",
      "SUBMODULES\n",
      "    fracdiff\n",
      "    microstructural\n",
      "\n",
      "FILE\n",
      "    /Users/maksimivanov/research/Chapter19/mlfinlab/__init__.py\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(30228443, 8)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "help(mlfinlab)\n",
    "# load data\n",
    "data = pd.read_csv('./ES.csv')\n",
    "data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Microstructure features"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Market microstructure features aim to tease out useful information from the trading behavior of market participants on exchanges. These features have become more popular with the increased amount and granularity of data provided by exchanges. As a result, multiple models of liquidity, uncertainty, and price impact have emerged from this data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Chapter 19 Questions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 19.1 From a time series of E-mini S&P 500 futures tick data, apply the tick rule to derive the series of trade signs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Symbol</th>\n",
       "      <th>Date and Time</th>\n",
       "      <th>Price</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Market Flag</th>\n",
       "      <th>Sales Condition</th>\n",
       "      <th>Exclude Record Flag</th>\n",
       "      <th>Unfiltered Price</th>\n",
       "      <th>aggressor</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ESH17</td>\n",
       "      <td>2017/01/02 17:00:00.077</td>\n",
       "      <td>2240.75</td>\n",
       "      <td>1360</td>\n",
       "      <td>E</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2240.75</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ESH17</td>\n",
       "      <td>2017/01/02 17:00:00.140</td>\n",
       "      <td>2241.00</td>\n",
       "      <td>1</td>\n",
       "      <td>E</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2241.00</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ESH17</td>\n",
       "      <td>2017/01/02 17:00:00.140</td>\n",
       "      <td>2241.00</td>\n",
       "      <td>5</td>\n",
       "      <td>E</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2241.00</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ESH17</td>\n",
       "      <td>2017/01/02 17:00:00.140</td>\n",
       "      <td>2241.00</td>\n",
       "      <td>1</td>\n",
       "      <td>E</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2241.00</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ESH17</td>\n",
       "      <td>2017/01/02 17:00:00.140</td>\n",
       "      <td>2240.75</td>\n",
       "      <td>15</td>\n",
       "      <td>E</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2240.75</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Symbol            Date and Time    Price  Volume Market Flag  \\\n",
       "0  ESH17  2017/01/02 17:00:00.077  2240.75    1360           E   \n",
       "1  ESH17  2017/01/02 17:00:00.140  2241.00       1           E   \n",
       "2  ESH17  2017/01/02 17:00:00.140  2241.00       5           E   \n",
       "3  ESH17  2017/01/02 17:00:00.140  2241.00       1           E   \n",
       "4  ESH17  2017/01/02 17:00:00.140  2240.75      15           E   \n",
       "\n",
       "   Sales Condition  Exclude Record Flag  Unfiltered Price  aggressor  \n",
       "0                0                  NaN           2240.75        1.0  \n",
       "1                0                  NaN           2241.00        1.0  \n",
       "2                0                  NaN           2241.00        1.0  \n",
       "3                0                  NaN           2241.00        1.0  \n",
       "4                0                  NaN           2240.75       -1.0  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from mlfinlab.features.microstructural import tick_rule\n",
    "data['aggressor'] = tick_rule(data['Price'])\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 19.2 Compute the Roll Model on the time series of E-mini S&P 500 futures tick data.\n",
    "#### a) What are the estimated values of noise and spread?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.6302213415311612 -0.784606875640145\n"
     ]
    }
   ],
   "source": [
    "from mlfinlab.features.microstructural import roll_model\n",
    "spread, noise = roll_model(data['Price'])\n",
    "print(spread, noise)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### b) Knowing that this contract is one of the most liquid products in the world and that it trades at the tightest possible spread, are these values in line with your expectations?\n",
    "\n",
    "These values are not in line with the expectations. This can be explained by the fact that the data does not follow a random walk with no drift."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 19.3 Compute high-low volatility estimator on E-mini S&P 500 futures tick data.\n",
    "#### a) Using the weekly values, how does it differ from the std. dev. of close-to-close returns\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10fa01da0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# first create weekly data \n",
    "new_data = pd.concat([data['Date and Time'], data['Price'], data['Volume']], axis=1)\n",
    "new_data.columns = ['date', 'price', 'volume']\n",
    "# new_data.to_csv('./maks_tick_data.csv', index=False)\n",
    "new_data['date'] = pd.to_datetime(new_data['date'] )\n",
    "new_data = new_data.set_index('date')\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "def ohlc(df):\n",
    "    if df.empty: return df\n",
    "    df['open'] = df.price.iloc[0]\n",
    "    df['high'] = df.price.max()\n",
    "    df['low'] = df.price.min()\n",
    "    df['close'] = df.price.iloc[-1]\n",
    "    return df[['open', 'high', 'low', 'close', 'volume']].iloc[-1:]\n",
    "    \n",
    "from mlfinlab.features.microstructural import high_low_estimator\n",
    "\n",
    "weekly_data = new_data.groupby(pd.Grouper(freq='1W')).apply(lambda df: ohlc(df))\n",
    "weekly_data.index = weekly_data.index.droplevel()\n",
    "weekly_ret = weekly_data['close'].diff().iloc[1:] / weekly_data['close'].iloc[:-1]\n",
    "weekly_ret_std = weekly_ret.rolling(window=5).std()\n",
    "weekly_high_low_est = high_low_estimator(weekly_data['high'], weekly_data['low'], window=5)\n",
    "\n",
    "plt.figure(figsize=(10,5))\n",
    "weekly_ret_std.plot(color='green', style=':')\n",
    "weekly_high_low_est.plot(color='blue')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### b) Using daily values, how does this differ from the std. dev. of close-to-close returns?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/maksimivanov/anaconda/envs/fml/lib/python3.6/site-packages/pandas/core/groupby/groupby.py:1142: FutureWarning: Sorting because non-concatenation axis is not aligned. A future version\n",
      "of pandas will change to not sort by default.\n",
      "\n",
      "To accept the future behavior, pass 'sort=False'.\n",
      "\n",
      "To retain the current behavior and silence the warning, pass 'sort=True'.\n",
      "\n",
      "  result = concat(values, axis=self.axis, keys=keys)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a21cf8048>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "daily_data = new_data.groupby(pd.Grouper(freq='D'), as_index=False, sort=True).apply(lambda df: ohlc(df))\n",
    "daily_data.index = daily_data.index.droplevel()\n",
    "daily_ret = daily_data['close'].diff().iloc[1:] / daily_data['close'].iloc[:-1]\n",
    "daily_ret_std = daily_ret.rolling(window=5).std()\n",
    "daily_high_low_est = high_low_estimator(daily_data['high'], daily_data['low'], window=5)\n",
    "\n",
    "plt.figure(figsize=(10,5))\n",
    "daily_ret_std.plot(color='green', style=':')\n",
    "daily_high_low_est.plot(color='blue')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### c) Using dollar bars, for an average of 50 bars per day, how does this differ from the std. dev. of close-to-close returns?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# bars\n",
    "# daily_dollar_volume = new_data.groupby(pd.Grouper(freq='D'), as_index=False).apply(lambda df: (df.price * df.volume).sum())\n",
    "# avg_daily_dollar_volume= daily_dollar_volume.mean()\n",
    "# thresh = int(avg_daily_dollar_volume / 50)\n",
    "\n",
    "# from mlfinlab.data_structures import get_dollar_bars\n",
    "# bars = get_dollar_bars('./maks_tick_data.csv', batch_size=1000000, verbose=True, threshold=thresh)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a31f42198>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bars = pd.read_csv('dollar_bars.csv')\n",
    "# bars = bars.set_index('date_time')\n",
    "volume_bars_ret  = bars['close'].diff().iloc[1:] / bars['close'].iloc[:-1]\n",
    "volume_bars_std = volume_bars_ret.rolling(window=50).std()\n",
    "volume_bars_high_low_est = high_low_estimator(bars['high'], bars['low'], window=50)\n",
    "\n",
    "plt.figure(figsize=(15,5))\n",
    "volume_bars_std.plot(color='green', style=':')\n",
    "volume_bars_high_low_est.plot(color='blue')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 19.4 Apply the Corwin-Shultz estimator to a daily serie of E-mini S&P 500 futures\n",
    "#### (a) What is the expected bid-ask spread?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a2c3734a8>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mlfinlab.features.microstructural import corwin_shultz_spread\n",
    "spread, start_ind = corwin_shultz_spread(daily_data['high'], daily_data['low'], sample_length=5)\n",
    "plt.figure(figsize=(10, 5))\n",
    "spread.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### (b) What is the implied volatility?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-0.6385178028142345\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mlfinlab.features.microstructural import becker_parkinson_volatility\n",
    "volatility = becker_parkinson_volatility(daily_data['high'], daily_data['low'], sample_length=5)\n",
    "plt.figure(figsize=(15, 5))\n",
    "spread.plot(color='blue', label='spread')\n",
    "volatility.plot(color='green', style=':', label='implied vol')\n",
    "plt.legend()\n",
    "print(spread.corr(volatility))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 19.5 Compute Kyle's Lambda from:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### (a) Tick data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0004366994582489916"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from mlfinlab.features.microstructural import kyles_lambda\n",
    "kyles_lambda(new_data['price'], new_data['volume'], tick_rule(new_data['price']))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### (b) A time series of dollar bars on E-mini S&P futures where:\n",
    "\n",
    "#### * b_t is the volume-weighted average of the trade signs, \n",
    "\n",
    "####  * V_t is the sum of the volumes in that bar\n",
    "\n",
    "#### * delta_p is the change in price between two consecutive bars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading data in batches:\n",
      "Batch number: 0\n",
      "Batch number: 1\n",
      "Batch number: 2\n",
      "Batch number: 3\n",
      "Batch number: 4\n",
      "Batch number: 5\n",
      "Batch number: 6\n",
      "Batch number: 7\n",
      "Batch number: 8\n",
      "Batch number: 9\n",
      "Batch number: 10\n",
      "Batch number: 11\n",
      "Batch number: 12\n",
      "Batch number: 13\n",
      "Batch number: 14\n",
      "Batch number: 15\n",
      "Batch number: 16\n",
      "Batch number: 17\n",
      "Batch number: 18\n",
      "Batch number: 19\n",
      "Batch number: 20\n",
      "Batch number: 21\n",
      "Batch number: 22\n",
      "Batch number: 23\n",
      "Batch number: 24\n",
      "Batch number: 25\n",
      "Batch number: 26\n",
      "Batch number: 27\n",
      "Batch number: 28\n",
      "Batch number: 29\n",
      "Batch number: 30\n",
      "Returning bars \n",
      "\n"
     ]
    }
   ],
   "source": [
    "from mlfinlab.data_structures import BarFeature, get_dollar_bars\n",
    "from mlfinlab.features.microstructural import dollar_volume, tick_rule\n",
    "\n",
    "vwa_trade_sign_feature = BarFeature(\n",
    "    name='vwa_sign',\n",
    "    function= lambda df: (tick_rule(df['price']) * df['volume']).mean()\n",
    "    )\n",
    "bars = get_dollar_bars('./maks_tick_data.csv', threshold=40000000, batch_size=1000000,\n",
    "                       additional_features=[vwa_trade_sign_feature])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.135071620172316e-05"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kyles_lambda(bars['close'], bars['volume'], bars['vwa_sign'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 19.6 Repeat exercise 5, this time applying Hasbroucks's Lambda. Are the results consistent?\n",
    "#### (a) on tick data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7.070994769242844e-08"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from mlfinlab.features.microstructural import hasbroucks_lambda, hasbroucks_flow\n",
    "hasb_flow = np.sqrt(new_data['price'] * new_data['volume']) * tick_rule(new_data['price'])\n",
    "hasbroucks_lambda(new_data['price'], hasb_flow)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### (b) on dollar bars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.1893681269583971e-08"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hasbroucks_lambda(bars['close'], np.sqrt(bars['close'] * bars['volume']) * bars['vwa_sign'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 19.7 Repeat exercise 5, this time applying Amihud's Lambda. Are the results consistent?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### (a) on tick data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.672647586792683e-11"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from mlfinlab.features.microstructural import amihuds_lambda\n",
    "amihuds_lambda(new_data['price'], new_data['price'] * new_data['volume'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### (b) on dollar bars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.2807118792751336e-11"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "amihuds_lambda(bars['close'], bars['high'] * bars['volume'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 19.8 From a time series of volume bars on the E-mini S&P 500 futures, compute the series of VPIN."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading data in batches:\n",
      "Batch number: 0\n",
      "Batch number: 1\n",
      "Returning bars \n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a2e851748>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mlfinlab.features.microstructural import vpin\n",
    "from mlfinlab.data_structures import get_volume_bars\n",
    "\n",
    "def buy_volume(df):\n",
    "    tick_signs = tick_rule(df['price'])\n",
    "    return (df['volume'] * (tick_signs > 0)).sum()\n",
    "\n",
    "def sell_volume(df):\n",
    "    tick_signs = tick_rule(df['price'])\n",
    "    return (df['volume'] * (tick_signs < 0)).sum()\n",
    "    \n",
    "buy_volume_feature = BarFeature(name='buy_volume', function=buy_volume)\n",
    "sell_volume_feature = BarFeature(name='sell_volume', function=sell_volume)\n",
    "\n",
    "thresh = 28224\n",
    "bars = get_volume_bars('./maks_tick_data.csv', threshold=thresh, verbose=True,\n",
    "                       additional_features=[buy_volume_feature, sell_volume_feature])\n",
    "\n",
    "vpin_series = vpin(bars['buy_volume'], bars['sell_volume'], thresh, 100)\n",
    "plt.figure(figsize=(10, 5))\n",
    "vpin_series.plot()\n",
    "plt.figure(figsize=(10, 5))\n",
    "bars['close'].plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Additional Features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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